{"id":"W3092983344","doi":"10.1063/5.0026080","title":"Numerical simulation of thermal-solutal Marangoni convection in a shallow rectangular cavity with mutually perpendicular temperature and concentration gradients","year":2020,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Fluid Dynamics and Thin Films","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Japan Society for the Promotion of Science","keywords":"Marangoni effect; Marangoni number; Convection; Mechanics; Physics; Thermal; Flow (mathematics); Free surface; Thermodynamics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003217833,0.0004260876,0.0007227788,0.0003595356,0.0006653402,0.0005728347,0.0006809605,0.001158097,0.001014051],"category_scores_gemma":[0.001023745,0.0002718792,0.0005419506,0.0005166252,0.0007465236,0.0003308317,0.0005370329,0.0005678253,0.00008005845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000587426,"about_ca_system_score_gemma":0.001052329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01118731,"about_ca_topic_score_gemma":0.004967968,"domain_scores_codex":[0.9998829,0.00002377066,0.000007166474,0.00001849027,0.0000236554,0.0000439806],"domain_scores_gemma":[0.9995245,0.0002118515,0.0000820294,0.00003294192,0.00007757867,0.00007117403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008467538,0.0000527643,0.003275898,0.00005432746,0.00002420176,0.0001932521,0.00009328836,0.9869976,0.006224297,0.001717312,0.0001159767,0.001166431],"study_design_scores_gemma":[0.00001492017,0.00002797606,0.0005783951,0.000004092568,0.000005881642,0.00001251525,0.00002723353,0.9983343,0.0007308724,0.0001472544,0.0001101,0.00000635025],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821292,0.0001725828,0.01283101,0.0001789913,0.00003680028,0.00003932041,0.0001668241,0.00008412532,0.004361132],"genre_scores_gemma":[0.9926156,0.00007137462,0.006371966,0.00002269366,0.000004524413,0.00006027278,0.0000855781,0.00001000273,0.0007579836],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01118731,"threshold_uncertainty_score":0.02224439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006026793771275619,"score_gpt":0.1909489707362903,"score_spread":0.1849221769650147,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}